{
 "metadata": {
  "kernelspec": {
   "display_name": "iTorch",
   "language": "lua",
   "name": "itorch"
  },
  "language": "lua",
  "language_info": {
   "name": "lua",
   "version": "20100"
  },
  "name": "",
  "signature": "sha256:7bc3984034c4948fe4ab9c2144d2c91d2c10928020ad75527300e85ab66ed2bf"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Imagenet classification with Torch7 demo\n",
      "=========\n",
      "\n",
      "Will be using Network-in-Network trained in Torch-7 with batch normalization\n",
      "\n",
      "more information on it here\n",
      "https://gist.github.com/szagoruyko/0f5b4c5e2d2b18472854"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Importing image and nn packages:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "require 'image'\n",
      "require 'nn'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 32
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Downloading image and network\n",
      "\n",
      "Will download goldfish image from wikipedia (need `wget` at this point)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "local image_url = 'http://upload.wikimedia.org/wikipedia/commons/e/e9/Goldfish3.jpg'\n",
      "local network_url = 'https://www.dropbox.com/s/npmr5egvjbg7ovb/nin_nobn_final.t7'\n",
      "image_name = paths.basename(image_url)\n",
      "network_name = paths.basename(network_url)\n",
      "if not paths.filep(image_name) then os.execute('wget '..image_url)   end\n",
      "if not paths.filep(network_name) then os.execute('wget '..network_url)   end"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 34
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Load network and show it's structure"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "net = torch.load(network_name):unpack():float()\n",
      "net:evaluate()\n",
      "print(tostring(net))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 35,
       "text": [
        "nn.Sequential {\n",
        "  [input -> (1) -> (2) -> (3) -> (4) -> (5) -> (6) -> (7) -> (8) -> (9) -> (10) -> (11) -> (12) -> (13) -> (14) -> (15) -> (16) -> (17) -> (18) -> (19) -> (20) -> (21) -> (22) -> (23) -> (24) -> (25) -> (26) -> (27) -> (28) -> (29) -> (30) -> output]\n",
        "  (1): nn.SpatialConvolution(3 -> 96, 11x11, 4,4, 5,5)\n",
        "  (2): nn.ReLU\n",
        "  (3): nn.SpatialConvolution(96 -> 96, 1x1)\n",
        "  (4): nn.ReLU\n",
        "  (5): nn.SpatialConvolution(96 -> 96, 1x1)\n",
        "  (6): nn.ReLU\n",
        "  (7): nn.SpatialMaxPooling(3,3,2,2,1,1)\n",
        "  (8): nn.SpatialConvolution(96 -> 256, 5x5, 1,1, 2,2)\n",
        "  (9): nn.ReLU\n",
        "  (10): nn.SpatialConvolution(256 -> 256, 1x1)\n",
        "  (11): nn.ReLU\n",
        "  (12): nn.SpatialConvolution(256 -> 256, 1x1)\n",
        "  (13): nn.ReLU\n",
        "  (14): nn.SpatialMaxPooling(3,3,2,2,1,1)\n",
        "  (15): nn.SpatialConvolution(256 -> 384, 3x3, 1,1, 1,1)\n",
        "  (16): nn.ReLU\n",
        "  (17): nn.SpatialConvolution(384 -> 384, 1x1)\n",
        "  (18): nn.ReLU\n",
        "  (19): nn.SpatialConvolution(384 -> 384, 1x1)\n",
        "  (20): nn.ReLU\n",
        "  (21): nn.SpatialMaxPooling(3,3,2,2,1,1)\n",
        "  (22): nn.SpatialConvolution(384 -> 1024, 3x3, 1,1, 1,1)\n",
        "  (23): nn.ReLU\n",
        "  (24): nn.SpatialConvolution(1024 -> 1024, 1x1)\n",
        "  (25): nn.ReLU\n",
        "  (26): nn.SpatialConvolution(1024 -> 1024, 1x1)\n",
        "  (27): nn.ReLU\n",
        "  (28): nn.SpatialAveragePooling(7,7,1,1)\n",
        "  (29): nn.View(-1)\n",
        "  (30): nn.Linear(1024 -> 1000)\n",
        "}\t\n"
       ]
      }
     ],
     "prompt_number": 35
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "visualize the weights of conv1"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "itorch.image(net:get(1).weight)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 28,
       "text": [
        "\n"
       ]
      },
      {
       "metadata": {
        "png": {
         "height": 208,
         "width": 78
        }
       },
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Console does not support images"
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Loading the image"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "im = image.load(image_name)\n",
      "itorch.image(image.scale(im, 256, 256)) -- rescale just to show the image"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {
        "png": {
         "height": 256,
         "width": 256
        }
       },
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Console does not support images"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Have to resize and normalize the image"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "-- Rescales and normalizes the image\n",
      "function preprocess(im, img_mean)\n",
      "  -- rescale the image\n",
      "  local im3 = image.scale(im,224,224,'bilinear')\n",
      "  -- subtract imagenet mean and divide by std\n",
      "  for i=1,3 do im3[i]:add(-img_mean.mean[i]):div(img_mean.std[i]) end\n",
      "  return im3\n",
      "end\n",
      "\n",
      "I = preprocess(im, net.transform):float()\n",
      "itorch.image(I)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {
        "png": {
         "height": 224,
         "width": 224
        }
       },
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Console does not support images"
       ]
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Loading synset\n",
      "Loads mapping from net outputs to human readable labels"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "synset_words = {}\n",
      "for line in io.lines'7_imagenet_classification/synset_words.txt' do\n",
      "    table.insert(synset_words, line:sub(11))\n",
      "end"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 25
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Propagate through the network\n",
      "and sort outputs in decreasing order and show 5 best classes"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "local _,classes = net:forward(I):view(-1):sort(true)\n",
      "for i=1,5 do\n",
      "  print('predicted class '..tostring(i)..': ', synset_words[classes[i] ])\n",
      "end"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 26,
       "text": [
        "predicted class 1: \tgoldfish, Carassius auratus\t\n",
        "predicted class 2: \taxolotl, mud puppy, Ambystoma mexicanum\t\n",
        "predicted class 3: \tlorikeet\t\n",
        "predicted class 4: \thummingbird\t\n",
        "predicted class 5: \teft\t\n"
       ]
      }
     ],
     "prompt_number": 26
    }
   ],
   "metadata": {}
  }
 ]
}